Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	466
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	62.0 KiB
Average record size in memory	136.3 B

Variable types

Numeric	16
Categorical	1

Alerts

`feature0` is highly correlated with `feature1` and 7 other fields	High correlation
`feature1` is highly correlated with `feature0` and 7 other fields	High correlation
`feature2` is highly correlated with `feature0` and 11 other fields	High correlation
`feature4` is highly correlated with `feature0` and 9 other fields	High correlation
`feature5` is highly correlated with `feature7`	High correlation
`feature6` is highly correlated with `feature0` and 8 other fields	High correlation
`feature7` is highly correlated with `feature5` and 1 other fields	High correlation
`feature8` is highly correlated with `feature2` and 4 other fields	High correlation
`feature9` is highly correlated with `feature0` and 7 other fields	High correlation
`feature10` is highly correlated with `feature0` and 5 other fields	High correlation
`feature11` is highly correlated with `feature2` and 7 other fields	High correlation
`feature12` is highly correlated with `feature0` and 9 other fields	High correlation
`feature13` is highly correlated with `feature2` and 6 other fields	High correlation
`feature14` is highly correlated with `feature2` and 7 other fields	High correlation
`feature15` is highly correlated with `feature0` and 11 other fields	High correlation
`feature0` is highly correlated with `feature1` and 5 other fields	High correlation
`feature1` is highly correlated with `feature0` and 3 other fields	High correlation
`feature2` is highly correlated with `feature0` and 4 other fields	High correlation
`feature4` is highly correlated with `feature0` and 5 other fields	High correlation
`feature6` is highly correlated with `feature0` and 5 other fields	High correlation
`feature8` is highly correlated with `feature13`	High correlation
`feature9` is highly correlated with `feature0` and 3 other fields	High correlation
`feature10` is highly correlated with `feature2`	High correlation
`feature12` is highly correlated with `feature14`	High correlation
`feature13` is highly correlated with `feature8`	High correlation
`feature14` is highly correlated with `feature12`	High correlation
`feature15` is highly correlated with `feature0` and 3 other fields	High correlation
`feature0` is highly correlated with `feature1` and 5 other fields	High correlation
`feature1` is highly correlated with `feature0` and 3 other fields	High correlation
`feature2` is highly correlated with `feature0` and 7 other fields	High correlation
`feature4` is highly correlated with `feature0` and 5 other fields	High correlation
`feature6` is highly correlated with `feature0` and 5 other fields	High correlation
`feature8` is highly correlated with `feature2` and 4 other fields	High correlation
`feature9` is highly correlated with `feature0` and 3 other fields	High correlation
`feature11` is highly correlated with `feature2` and 5 other fields	High correlation
`feature12` is highly correlated with `feature11` and 1 other fields	High correlation
`feature13` is highly correlated with `feature2` and 4 other fields	High correlation
`feature14` is highly correlated with `feature2` and 5 other fields	High correlation
`feature15` is highly correlated with `feature0` and 7 other fields	High correlation
`feature0` is highly correlated with `feature1` and 7 other fields	High correlation
`feature1` is highly correlated with `feature0` and 5 other fields	High correlation
`feature2` is highly correlated with `feature0` and 7 other fields	High correlation
`feature3` is highly correlated with `feature0` and 1 other fields	High correlation
`feature4` is highly correlated with `feature0` and 6 other fields	High correlation
`feature6` is highly correlated with `feature0` and 7 other fields	High correlation
`feature8` is highly correlated with `feature13` and 1 other fields	High correlation
`feature9` is highly correlated with `feature0` and 7 other fields	High correlation
`feature10` is highly correlated with `feature0` and 4 other fields	High correlation
`feature11` is highly correlated with `feature2`	High correlation
`feature12` is highly correlated with `feature9` and 1 other fields	High correlation
`feature13` is highly correlated with `feature2` and 1 other fields	High correlation
`feature14` is highly correlated with `feature1` and 2 other fields	High correlation
`feature15` is highly correlated with `feature0` and 5 other fields	High correlation
`feature7` is highly skewed (γ1 = 20.90353695)	Skewed
`feature11` is highly skewed (γ1 = 20.34934052)	Skewed
`feature7` has unique values	Unique
`feature0` has 66 (14.2%) zeros	Zeros
`feature1` has 66 (14.2%) zeros	Zeros
`feature2` has 172 (36.9%) zeros	Zeros
`feature8` has 172 (36.9%) zeros	Zeros
`feature10` has 20 (4.3%) zeros	Zeros
`feature11` has 177 (38.0%) zeros	Zeros
`feature12` has 172 (36.9%) zeros	Zeros
`feature13` has 172 (36.9%) zeros	Zeros
`feature14` has 172 (36.9%) zeros	Zeros
`feature15` has 172 (36.9%) zeros	Zeros

Reproduction

Analysis started	2022-07-28 21:27:20.981667
Analysis finished	2022-07-28 21:27:57.613371
Duration	36.63 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

feature0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	60
Distinct (%)	12.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	438.7435622

Minimum	0
Maximum	15400
Zeros	66
Zeros (%)	14.2%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	50
median	150
Q3	500
95-th percentile	1550
Maximum	15400
Range	15400
Interquartile range (IQR)	450

Descriptive statistics

Standard deviation	984.5930652
Coefficient of variation (CV)	2.244119686
Kurtosis	125.8104721
Mean	438.7435622
Median Absolute Deviation (MAD)	150
Skewness	9.493694
Sum	204454.5
Variance	969423.504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	96	20.6%
0	66	14.2%
100	48	10.3%
150	36	7.7%
200	22	4.7%
350	19	4.1%
500	17	3.6%
450	15	3.2%
300	14	3.0%
400	11	2.4%
Other values (50)	122	26.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	14.2%
50	96	20.6%
100	48	10.3%
140	1	0.2%
150	36	7.7%
200	22	4.7%
250	11	2.4%
300	14	3.0%
320	1	0.2%
350	19	4.1%

Value	Count	Frequency (%)
15400	1	0.2%
8240	1	0.2%
6600	1	0.2%
3680	1	0.2%
3225	1	0.2%
2900	1	0.2%
2400	1	0.2%
2200	1	0.2%
2150	1	0.2%
2140	1	0.2%

feature1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	30
Distinct (%)	6.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.847639485

Minimum	0
Maximum	31
Zeros	66
Zeros (%)	14.2%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	6
95-th percentile	21.75
Maximum	31
Range	31
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	6.836678814
Coefficient of variation (CV)	1.410310902
Kurtosis	4.520241857
Mean	4.847639485
Median Absolute Deviation (MAD)	1
Skewness	2.205723214
Sum	2259
Variance	46.74017721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
1	137	29.4%
0	66	14.2%
2	65	13.9%
3	34	7.3%
4	29	6.2%
6	16	3.4%
5	15	3.2%
8	11	2.4%
12	10	2.1%
10	9	1.9%
Other values (20)	74	15.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	66	14.2%
1	137	29.4%
2	65	13.9%
3	34	7.3%
4	29	6.2%
5	15	3.2%
6	16	3.4%
7	9	1.9%
8	11	2.4%
9	7	1.5%

Value	Count	Frequency (%)
31	8	1.7%
30	2	0.4%
28	1	0.2%
27	2	0.4%
26	2	0.4%
25	2	0.4%
23	3	0.6%
22	4	0.9%
21	4	0.9%
20	1	0.2%

feature2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	291
Distinct (%)	62.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1244.322468

Minimum	0
Maximum	40291.24
Zeros	172
Zeros (%)	36.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	169.83
Q3	1017.375
95-th percentile	5671.1625
Maximum	40291.24
Range	40291.24
Interquartile range (IQR)	1017.375

Descriptive statistics

Standard deviation	3558.699033
Coefficient of variation (CV)	2.859949189
Kurtosis	64.38595831
Mean	1244.322468
Median Absolute Deviation (MAD)	169.83
Skewness	6.999722065
Sum	579854.27
Variance	12664338.81
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	172	36.9%
89.9	2	0.4%
61.89	2	0.4%
159.9	2	0.4%
139.9	2	0.4%
662.28	1	0.2%
16513.3	1	0.2%
1459.27	1	0.2%
2140.36	1	0.2%
1676.09	1	0.2%
Other values (281)	281	60.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	172	36.9%
25.42	1	0.2%
35.31	1	0.2%
47.3	1	0.2%
50.63	1	0.2%
55.99	1	0.2%
56.17	1	0.2%
57.27	1	0.2%
61.89	2	0.4%
62.19	1	0.2%

Value	Count	Frequency (%)
40291.24	1	0.2%
39673.4	1	0.2%
22028.16	1	0.2%
19078.48	1	0.2%
16513.3	1	0.2%
14895.47	1	0.2%
12133.73	1	0.2%
11470.79	1	0.2%
10812.15	1	0.2%
10685.14	1	0.2%

feature3
Real number (ℝ)

HIGH CORRELATION

Distinct	458
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.60087983

Minimum	-645.87
Maximum	1521.9
Zeros	4
Zeros (%)	0.9%
Negative	144
Negative (%)	30.9%
Memory size	3.8 KiB

Quantile statistics

Minimum	-645.87
5-th percentile	-21.55
Q1	-0.4
median	18.36
Q3	44.63
95-th percentile	268.1275
Maximum	1521.9
Range	2167.77
Interquartile range (IQR)	45.03

Descriptive statistics

Standard deviation	122.093515
Coefficient of variation (CV)	2.737468754
Kurtosis	51.33382869
Mean	44.60087983
Median Absolute Deviation (MAD)	19.95
Skewness	4.690918698
Sum	20784.01
Variance	14906.82639
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4	0.9%
46.4	2	0.4%
47	2	0.4%
-0.1	2	0.4%
-2.6	2	0.4%
-0.08	2	0.4%
39.1	1	0.2%
-0.64	1	0.2%
10.67	1	0.2%
28.98	1	0.2%
Other values (448)	448	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-645.87	1	0.2%
-329.6	1	0.2%
-290.12	1	0.2%
-156.33	1	0.2%
-121.7	1	0.2%
-116.38	1	0.2%
-84.45	1	0.2%
-75.48	1	0.2%
-74.96	1	0.2%
-53.02	1	0.2%

Value	Count	Frequency (%)
1521.9	1	0.2%
723.99	1	0.2%
505.8	1	0.2%
499.6	1	0.2%
452.67	1	0.2%
451.35	1	0.2%
431.85	1	0.2%
424.5	1	0.2%
384	1	0.2%
373.8	1	0.2%

feature4
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	440
Distinct (%)	94.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-434.2998927

Minimum	-15506.35
Maximum	-0.26
Zeros	0
Zeros (%)	0.0%
Negative	466
Negative (%)	100.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	-15506.35
5-th percentile	-1561.1625
Q1	-492.035
median	-154.525
Q3	-50.18
95-th percentile	-4.0875
Maximum	-0.26
Range	15506.09
Interquartile range (IQR)	441.855

Descriptive statistics

Standard deviation	975.5551982
Coefficient of variation (CV)	-2.246270871
Kurtosis	132.7139729
Mean	-434.2998927
Median Absolute Deviation (MAD)	136.255
Skewness	-9.749161819
Sum	-202383.75
Variance	951707.9447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-50.1	8	1.7%
-50.25	3	0.6%
-150	3	0.6%
-100.7	2	0.4%
-3	2	0.4%
-50.65	2	0.4%
-2.1	2	0.4%
-12.3	2	0.4%
-102.1	2	0.4%
-3.6	2	0.4%
Other values (430)	438	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15506.35	1	0.2%
-7966.54	1	0.2%
-6533.76	1	0.2%
-3186.79	1	0.2%
-2647.9	1	0.2%
-2444	1	0.2%
-2421	1	0.2%
-2232.1	1	0.2%
-2180.09	1	0.2%
-2165.85	1	0.2%

Value	Count	Frequency (%)
-0.26	1	0.2%
-0.4	1	0.2%
-0.45	1	0.2%
-0.5	1	0.2%
-0.6	1	0.2%
-1.05	1	0.2%
-1.2	1	0.2%
-1.4	1	0.2%
-1.5	1	0.2%
-1.65	1	0.2%

feature5
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	343
Distinct (%)	73.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4739911841

Minimum	0.15
Maximum	3.15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0.15
5-th percentile	0.15
Q1	0.1736685394
median	0.3038542263
Q3	0.56984818
95-th percentile	1.416983948
Maximum	3.15
Range	3
Interquartile range (IQR)	0.3961796406

Descriptive statistics

Standard deviation	0.4522607499
Coefficient of variation (CV)	0.9541543495
Kurtosis	8.032681591
Mean	0.4739911841
Median Absolute Deviation (MAD)	0.1538542263
Skewness	2.582784874
Sum	220.8798918
Variance	0.2045397859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.15	53	11.4%
0.3	29	6.2%
0.15	24	5.2%
0.5	5	1.1%
0.2	5	1.1%
0.2	5	1.1%
0.3	4	0.9%
1	2	0.4%
0.6	2	0.4%
0.35	2	0.4%
Other values (333)	335	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.15	24	5.2%
0.15	53	11.4%
0.1500312305	1	0.2%
0.1501472995	1	0.2%
0.150363259	1	0.2%
0.1505521472	1	0.2%
0.1506493506	1	0.2%
0.1509090909	1	0.2%
0.1509155646	1	0.2%
0.1509677419	1	0.2%

Value	Count	Frequency (%)
3.15	1	0.2%
3	1	0.2%
2.430952381	1	0.2%
2.353297546	1	0.2%
2.276089965	1	0.2%
2.259638554	1	0.2%
2.236956522	1	0.2%
2.140625	1	0.2%
2	1	0.2%
1.961538462	1	0.2%

feature6
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	387
Distinct (%)	83.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	979.0708155

Minimum	1
Maximum	11731
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	1
5-th percentile	23.25
Q1	133.5
median	420
Q3	1238.75
95-th percentile	3275.5
Maximum	11731
Range	11730
Interquartile range (IQR)	1105.25

Descriptive statistics

Standard deviation	1460.738442
Coefficient of variation (CV)	1.491964033
Kurtosis	18.21535502
Mean	979.0708155
Median Absolute Deviation (MAD)	351.5
Skewness	3.601131187
Sum	456247
Variance	2133756.797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
334	4	0.9%
24	4	0.9%
69	3	0.6%
108	3	0.6%
55	3	0.6%
417	3	0.6%
11	3	0.6%
168	3	0.6%
153	3	0.6%
140	3	0.6%
Other values (377)	434	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.4%
2	1	0.2%
3	1	0.2%
4	2	0.4%
7	2	0.4%
10	2	0.4%
11	3	0.6%
12	1	0.2%
14	1	0.2%
15	1	0.2%

Value	Count	Frequency (%)
11731	1	0.2%
10997	1	0.2%
10167	1	0.2%
9984	1	0.2%
7906	1	0.2%
6457	1	0.2%
6249	1	0.2%
5986	1	0.2%
5775	1	0.2%
5386	1	0.2%

feature7
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
UNIQUE

Distinct	466
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1138846287

Minimum	0.0006628654889
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0.0006628654889
5-th percentile	0.001927041969
Q1	0.003317865391
median	0.005127240635
Q3	0.009698961926
95-th percentile	0.04010591578
Maximum	40
Range	39.99933713
Interquartile range (IQR)	0.006381096535

Descriptive statistics

Standard deviation	1.87374643
Coefficient of variation (CV)	16.45302313
Kurtosis	444.5047377
Mean	0.1138846287
Median Absolute Deviation (MAD)	0.002273068028
Skewness	20.90353695
Sum	53.07023697
Variance	3.510925686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00454800808	1	0.2%
0.01270882443	1	0.2%
0.3381665108	1	0.2%
0.001669855063	1	0.2%
0.004386820043	1	0.2%
0.01012318463	1	0.2%
0.002699414136	1	0.2%
0.004019605998	1	0.2%
0.01410310585	1	0.2%
0.006138354369	1	0.2%
Other values (456)	456	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0006628654889	1	0.2%
0.0008981943197	1	0.2%
0.000980423619	1	0.2%
0.001022443951	1	0.2%
0.001094599605	1	0.2%
0.001173038124	1	0.2%
0.001270425373	1	0.2%
0.001277199441	1	0.2%
0.00136800236	1	0.2%
0.001368925394	1	0.2%

Value	Count	Frequency (%)
40	1	0.2%
6.111111111	1	0.2%
0.7171215881	1	0.2%
0.4666666667	1	0.2%
0.3381665108	1	0.2%
0.3090507726	1	0.2%
0.2517793594	1	0.2%
0.2425925926	1	0.2%
0.2113553114	1	0.2%
0.1666666667	1	0.2%

feature8
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	295
Distinct (%)	63.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.857010006

Minimum	0
Maximum	281.6666667
Zeros	172
Zeros (%)	36.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.937082378
Q3	2.815824155
95-th percentile	12.79139376
Maximum	281.6666667
Range	281.6666667
Interquartile range (IQR)	2.815824155

Descriptive statistics

Standard deviation	15.60913163
Coefficient of variation (CV)	4.046951293
Kurtosis	221.631087
Mean	3.857010006
Median Absolute Deviation (MAD)	0.937082378
Skewness	13.371251
Sum	1797.366663
Variance	243.6449903
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	172	36.9%
1.54452381	1	0.2%
8.321558154	1	0.2%
19.32807947	1	0.2%
1.732453762	1	0.2%
3.075958892	1	0.2%
1.439076758	1	0.2%
0.985697788	1	0.2%
1.785785575	1	0.2%
9.832625548	1	0.2%
Other values (285)	285	61.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	172	36.9%
0.113512548	1	0.2%
0.129831001	1	0.2%
0.1414715011	1	0.2%
0.1526223541	1	0.2%
0.1780233593	1	0.2%
0.1920568928	1	0.2%
0.2003006012	1	0.2%
0.2033267673	1	0.2%
0.211915734	1	0.2%

Value	Count	Frequency (%)
281.6666667	1	0.2%
98.88655139	1	0.2%
88.89433962	1	0.2%
62.16747967	1	0.2%
59.81825726	1	0.2%
52.16830065	1	0.2%
44.41666667	1	0.2%
32.13303438	1	0.2%
26.59567901	1	0.2%
25.62716049	1	0.2%

feature9
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	465
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	216437.824

Minimum	1
Maximum	3366472
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1052.5
Q1	21131
median	85328.5
Q3	264503.5
95-th percentile	857257.75
Maximum	3366472
Range	3366471
Interquartile range (IQR)	243372.5

Descriptive statistics

Standard deviation	350862.169
Coefficient of variation (CV)	1.621076032
Kurtosis	20.73834434
Mean	216437.824
Median Absolute Deviation (MAD)	80030
Skewness	3.757792355
Sum	100860026
Variance	1.231042616 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
540	2	0.4%
167326	1	0.2%
62675	1	0.2%
2138	1	0.2%
61682	1	0.2%
30774	1	0.2%
216829	1	0.2%
319699	1	0.2%
371927	1	0.2%
18932	1	0.2%
Other values (455)	455	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.2%
9	1	0.2%
46	1	0.2%
79	1	0.2%
165	1	0.2%
168	1	0.2%
185	1	0.2%
220	1	0.2%
370	1	0.2%
379	1	0.2%

Value	Count	Frequency (%)
3366472	1	0.2%
2312422	1	0.2%
2108706	1	0.2%
1743642	1	0.2%
1722754	1	0.2%
1646056	1	0.2%
1526891	1	0.2%
1519358	1	0.2%
1504656	1	0.2%
1391738	1	0.2%

feature10
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	446
Distinct (%)	95.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6930.456438

Minimum	0
Maximum	237182.78
Zeros	20
Zeros (%)	4.3%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	51.715
Q1	383.6875
median	1410.855
Q3	5212.9775
95-th percentile	37783.3075
Maximum	237182.78
Range	237182.78
Interquartile range (IQR)	4829.29

Descriptive statistics

Standard deviation	17581.80082
Coefficient of variation (CV)	2.536889305
Kurtosis	71.09879174
Mean	6930.456438
Median Absolute Deviation (MAD)	1273.435
Skewness	6.910017543
Sum	3229592.7
Variance	309119720
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20	4.3%
159.9	2	0.4%
33441.06	1	0.2%
1661.33	1	0.2%
41366.03	1	0.2%
128238.12	1	0.2%
1338.89	1	0.2%
615.13	1	0.2%
348.3	1	0.2%
225.96	1	0.2%
Other values (436)	436	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	4.3%
38.28	1	0.2%
44.48	1	0.2%
48.89	1	0.2%
49.99	1	0.2%
56.89	1	0.2%
56.9	1	0.2%
61.88	1	0.2%
67.99	1	0.2%
76.99	1	0.2%

Value	Count	Frequency (%)
237182.78	1	0.2%
128238.12	1	0.2%
98454	1	0.2%
84501.86	1	0.2%
81751.5	1	0.2%
75394.59	1	0.2%
67852.96	1	0.2%
62793.92	1	0.2%
59018.81	1	0.2%
52806.34	1	0.2%

feature11
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	289
Distinct (%)	62.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4373333912

Minimum	0
Maximum	73.08063374
Zeros	177
Zeros (%)	38.0%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.082514574
Q3	0.3113112272
95-th percentile	1.028115782
Maximum	73.08063374
Range	73.08063374
Interquartile range (IQR)	0.3113112272

Descriptive statistics

Standard deviation	3.442093848
Coefficient of variation (CV)	7.870640379
Kurtosis	429.2248992
Mean	0.4373333912
Median Absolute Deviation (MAD)	0.082514574
Skewness	20.34934052
Sum	203.7973603
Variance	11.84801006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	177	38.0%
1	2	0.4%
0.005786911913	1	0.2%
0.3012850147	1	0.2%
0.4057099925	1	0.2%
0.432538992	1	0.2%
0.6798249419	1	0.2%
0.08384627176	1	0.2%
0.3977787197	1	0.2%
0.605725619	1	0.2%
Other values (279)	279	59.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	177	38.0%
0.004436617629	1	0.2%
0.0057230473	1	0.2%
0.005786911913	1	0.2%
0.006689478934	1	0.2%
0.006814417518	1	0.2%
0.008156209328	1	0.2%
0.01171241584	1	0.2%
0.01322673786	1	0.2%
0.01657823145	1	0.2%

Value	Count	Frequency (%)
73.08063374	1	0.2%
7.436645161	1	0.2%
7.384747082	1	0.2%
5.066419555	1	0.2%
3.849809478	1	0.2%
3.786724483	1	0.2%
2.893988365	1	0.2%
2.575705793	1	0.2%
2.413155874	1	0.2%
2.355500714	1	0.2%

feature12
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	295
Distinct (%)	63.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.88619003

Minimum	0
Maximum	2232.1
Zeros	172
Zeros (%)	36.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	19.69256757
Q3	65.49809783
95-th percentile	282.20875
Maximum	2232.1
Range	2232.1
Interquartile range (IQR)	65.49809783

Descriptive statistics

Standard deviation	142.5215232
Coefficient of variation (CV)	2.302961664
Kurtosis	117.4831179
Mean	61.88619003
Median Absolute Deviation (MAD)	19.69256757
Skewness	8.667886527
Sum	28838.96455
Variance	20312.38456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	172	36.9%
42	1	0.2%
21.1106383	1	0.2%
6.863636364	1	0.2%
95.03461538	1	0.2%
27.245	1	0.2%
93.15	1	0.2%
56.285	1	0.2%
47.5925	1	0.2%
6.743181818	1	0.2%
Other values (285)	285	61.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	172	36.9%
1.325	1	0.2%
1.466197183	1	0.2%
1.65	1	0.2%
1.7	1	0.2%
2.177710843	1	0.2%
2.7875	1	0.2%
3	1	0.2%
3.24	1	0.2%
3.28	1	0.2%

Value	Count	Frequency (%)
2232.1	1	0.2%
653.85	1	0.2%
641.45	1	0.2%
598.8	1	0.2%
556.275	1	0.2%
516	1	0.2%
473.4	1	0.2%
459	1	0.2%
456.9	1	0.2%
430.22	1	0.2%

feature13
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	286
Distinct (%)	61.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00863418767

Minimum	0
Maximum	0.204610951
Zeros	172
Zeros (%)	36.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.003207436255
Q3	0.009515425889
95-th percentile	0.03504585607
Maximum	0.204610951
Range	0.204610951
Interquartile range (IQR)	0.009515425889

Descriptive statistics

Standard deviation	0.01786624736
Coefficient of variation (CV)	2.069244734
Kurtosis	41.59893819
Mean	0.00863418767
Median Absolute Deviation (MAD)	0.003207436255
Skewness	5.414284197
Sum	4.023531454
Variance	0.0003192027949
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	172	36.9%
0.01149425287	3	0.6%
0.007092198582	3	0.6%
0.008474576271	2	0.4%
0.01515151515	2	0.4%
0.007194244604	2	0.4%
0.01709401709	2	0.4%
0.003236245955	2	0.4%
0.006026889198	1	0.2%
0.01320132013	1	0.2%
Other values (276)	276	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	172	36.9%
0.0003513703443	1	0.2%
0.0004498425551	1	0.2%
0.0004551661356	1	0.2%
0.0005941770648	1	0.2%
0.000626566416	1	0.2%
0.0007642338556	1	0.2%
0.0007751937984	1	0.2%
0.0008045052293	1	0.2%
0.0008077544426	1	0.2%

Value	Count	Frequency (%)
0.204610951	1	0.2%
0.1176470588	1	0.2%
0.1147994467	1	0.2%
0.1071428571	1	0.2%
0.1	1	0.2%
0.09523809524	1	0.2%
0.09090909091	1	0.2%
0.08823529412	1	0.2%
0.06306306306	1	0.2%
0.05381165919	1	0.2%

feature14
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	290
Distinct (%)	62.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.71335989

Minimum	0
Maximum	2154
Zeros	172
Zeros (%)	36.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	72.52428571
Q3	127.3015046
95-th percentile	231.60225
Maximum	2154
Range	2154
Interquartile range (IQR)	127.3015046

Descriptive statistics

Standard deviation	145.4264371
Coefficient of variation (CV)	1.657973624
Kurtosis	96.5757394
Mean	87.71335989
Median Absolute Deviation (MAD)	72.52428571
Skewness	7.948637197
Sum	40874.42571
Variance	21148.84862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	172	36.9%
89.9	3	0.6%
61.89	2	0.4%
159.9	2	0.4%
139.9	2	0.4%
94.61142857	1	0.2%
132.6609091	1	0.2%
164.6430769	1	0.2%
83.8045	1	0.2%
134.05	1	0.2%
Other values (280)	280	60.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	172	36.9%
25.2475	1	0.2%
25.42	1	0.2%
33.99	1	0.2%
35.31	1	0.2%
40.11	1	0.2%
43.885	1	0.2%
47.3	1	0.2%
47.99	1	0.2%
49.89833333	1	0.2%

Value	Count	Frequency (%)
2154	1	0.2%
1175.02	1	0.2%
845	1	0.2%
791.5142857	1	0.2%
734.28	1	0.2%
411.3743478	1	0.2%
393.525	1	0.2%
372.6	1	0.2%
360.2263636	1	0.2%
350.3575	1	0.2%

feature15
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	56
Distinct (%)	12.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.31330472

Minimum	0
Maximum	541
Zeros	172
Zeros (%)	36.9%
Negative	0
Negative (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	8
95-th percentile	42.5
Maximum	541
Range	541
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	33.6252036
Coefficient of variation (CV)	3.260371385
Kurtosis	143.3605913
Mean	10.31330472
Median Absolute Deviation (MAD)	2
Skewness	10.31573678
Sum	4806
Variance	1130.654317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	172	36.9%
1	60	12.9%
2	41	8.8%
4	24	5.2%
3	20	4.3%
7	12	2.6%
6	11	2.4%
8	10	2.1%
20	7	1.5%
5	7	1.5%
Other values (46)	102	21.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	172	36.9%
1	60	12.9%
2	41	8.8%
3	20	4.3%
4	24	5.2%
5	7	1.5%
6	11	2.4%
7	12	2.6%
8	10	2.1%
9	6	1.3%

Value	Count	Frequency (%)
541	1	0.2%
278	1	0.2%
153	1	0.2%
144	1	0.2%
136	1	0.2%
118	1	0.2%
105	1	0.2%
94	1	0.2%
92	1	0.2%
84	1	0.2%

target
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.8 KiB

1	260
0	206

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	466
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	260	55.8%
0	206	44.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
1	260	55.8%
0	206	44.2%

Most occurring characters

Value	Count	Frequency (%)
1	260	55.8%
0	206	44.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	466	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	260	55.8%
0	206	44.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	466	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	260	55.8%
0	206	44.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	466	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	260	55.8%
0	206	44.2%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	feature0	feature1	feature2	feature3	feature4	feature5	feature6	feature7	feature8	feature9	feature10	feature11	feature12	feature13	feature14	feature15	target
0	200.0	2	662.28	39.10	-188.55	0.246978	761	0.004548	3.523703	167326	33441.06	0.019804	26.850000	0.009198	94.611429	7	0
1	150.0	2	0.00	149.55	-0.45	0.150000	3	0.037975	0.000000	79	78.93	0.000000	0.000000	0.000000	0.000000	0	1
2	50.0	1	346.08	30.41	-102.10	2.430952	42	0.004239	3.389618	9907	18858.77	0.018351	25.525000	0.095238	86.520000	4	0
3	100.0	2	0.00	43.84	-56.16	0.150968	372	0.005854	0.000000	63544	1164.11	0.000000	0.000000	0.000000	0.000000	0	1
4	50.0	1	87.56	-3.05	-94.50	0.412664	229	0.004572	0.926561	50089	1786.26	0.049019	94.500000	0.004367	87.560000	1	0
5	850.0	11	1435.68	1.60	-848.40	0.589167	1440	0.003879	1.692221	371185	2745.78	0.522868	40.400000	0.014583	68.365714	21	1
6	50.0	1	436.85	6.80	-82.15	0.238116	345	0.018375	5.317712	18776	959.57	0.455256	20.537500	0.011594	109.212500	4	1
7	0.0	0	0.00	-6.50	-16.80	0.150000	112	0.017231	0.000000	6500	6692.13	0.000000	0.000000	0.000000	0.000000	0	0
8	100.0	1	1027.86	79.76	-110.56	0.362500	288	0.015098	9.845402	19075	3611.20	0.284631	8.030769	0.045139	79.066154	13	0
9	600.0	12	2876.01	3.68	-596.32	0.265251	2247	0.004584	4.825358	490191	2324.27	1.237382	31.369474	0.008456	151.368947	19	1

Last rows

	feature0	feature1	feature2	feature3	feature4	feature5	feature6	feature7	feature8	feature9	feature10	feature11	feature12	feature13	feature14	feature15	target
456	50.0	1	0.00	-0.30	-69.00	0.150000	425	0.011182	0.000000	38007	342.78	0.000000	0.000000	0.000000	0.000000	0	1
457	1600.0	4	3346.25	106.90	-1886.30	0.549739	3259	0.003674	1.867744	887125	5209.10	0.642385	89.580000	0.006137	167.312500	20	0
458	100.0	2	292.07	18.40	-104.35	0.550798	188	0.009707	2.820570	19368	2335.52	0.125056	34.516667	0.015957	97.356667	3	1
459	0.0	0	0.00	-0.10	-50.10	0.150000	334	0.011295	0.000000	29570	189.98	0.000000	0.000000	0.000000	0.000000	0	1
460	1050.0	21	1955.83	17.20	-1231.20	0.600000	1968	0.007718	1.656360	255002	3013.01	0.649128	73.800000	0.008130	122.239375	16	1
461	1300.0	7	12133.73	244.30	-1081.90	0.395307	2642	0.008152	11.617895	324081	17343.28	0.699621	12.893827	0.030659	149.799136	81	0
462	350.0	1	0.00	-1.99	-351.99	0.684805	514	0.004000	0.000000	128499	2263.65	0.000000	0.000000	0.000000	0.000000	0	1
463	400.0	4	1100.07	-18.20	-438.60	0.748464	586	0.003683	2.508140	159109	5303.10	0.207439	62.657143	0.011945	157.152857	7	0
464	150.0	1	0.00	114.30	-35.70	0.300000	119	0.003834	0.000000	31040	334.59	0.000000	0.000000	0.000000	0.000000	0	0
465	50.0	1	0.00	-1.00	-51.00	1.961538	26	0.002537	0.000000	10250	0.00	0.000000	0.000000	0.000000	0.000000	0	1

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows